dreamforce, Twitter, 5/28/2022 10:50:38 PM, 277240


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dreamforce_2022-05-28_13-07-13.xlsx
dreamforce_2022-05-28_13-07-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2022
Short Description:
dreamforce via NodeXL https://bit.ly/3a3d4lU
@dreamforce
@foreveroakland
@djmagicdsfhinrg
@this0499154500
@mravagna
@tableau
@iqurattariq
@salesforce
@stevejmahoney2
@adiofficial07

Top hashtags:
#data22
#cnx22
#marketing
#contentmarketing
#dreamforce
#tdx22

Description:
Description
The graph represents a network of 195 Twitter users whose tweets in the requested range contained "dreamforce", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 May 2022 at 20:07 UTC.

The requested start date was Saturday, 28 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 14-hour, 38-minute period from Saturday, 14 May 2022 at 04:30 UTC to Friday, 27 May 2022 at 19:08 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 195
Unique Edges : 250
Edges With Duplicates : 179
Total Edges : 429
Number of Edge Types : 5
Retweet : 37
MentionsInRetweet : 61
Mentions : 239
Replies to : 39
Tweet : 53
Self-Loops : 55
Reciprocated Vertex Pair Ratio : 0.040590405904059
Reciprocated Edge Ratio : 0.0780141843971631
Connected Components : 39
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 139
Maximum Edges in a Connected Component : 368
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.072013
Graph Density : 0.00745440126883426
Modularity : 0.488732
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 195 Twitter users whose tweets in the requested range contained "dreamforce", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 May 2022 at 20:07 UTC.

The requested start date was Saturday, 28 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 14-hour, 38-minute period from Saturday, 14 May 2022 at 04:30 UTC to Friday, 27 May 2022 at 19:08 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : dreamforce
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[5] https://www.tableau.com/events/conference
[3] https://twitter.com/i/broadcasts/1kvJpAEOVqXxE
[2] https://www.massblog.xyz/dreamforce-13-in-review/
[1] https://www.metal-archives.com/bands/Dreamforce/3540483679
[1] http://thriving.It
[1] https://www.photoeditorph.com/jewelry-retouching/
[1] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[1] https://www.ownbackup.com/
[1] https://www.salesforce.com/connections/?d=7013y000002pgZMAAY

Top URLs in Tweet in G1:
[1] https://www.salesforce.com/connections/?d=7013y000002pgZMAAY
[1] https://r.socialstudio.radian6.com/ba7c8c4d-c889-4934-a367-95f83ca49075
[1] https://sforce.co/39OU8ag
[1] https://sforce.co/3lDr2NN
[1] https://twitter.com/i/broadcasts/1kvJpAEOVqXxE
[1] https://sforce.co/3FVNICm

Top URLs in Tweet in G2:
[3] https://www.tableau.com/events/conference
[1] https://www.ownbackup.com/
[1] https://r.socialstudio.radian6.com/c0e59068-892b-4174-a32f-98ffa69c7c36
[1] https://r.socialstudio.radian6.com/2cbaa821-82fb-4351-a705-518cac00a64a
[1] https://r.socialstudio.radian6.com/522e02f3-852f-4e30-a451-be17258509d9
[1] https://r.socialstudio.radian6.com/45ad8045-7383-4f74-9319-a84d7e5d0791
[1] https://www.deloittedigital.com/
[1] https://r.socialstudio.radian6.com/493454bc-8f85-475d-9a60-d094858449d3
[1] https://twitter.com/i/broadcasts/1kvJpAEOVqXxE
[1] https://r.socialstudio.radian6.com/08a0898d-bc55-4838-9de3-43abc503710f

Top URLs in Tweet in G3:
[7] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[2] https://www.massblog.xyz/dreamforce-13-in-review/
[1] https://org62.my.salesforce.com/sfc/p/#000000000062/a/3y000000pFyD/xxhW_JR2mvIzwtWvzQ6TME2mMixbsIUIjjEJuLqn.2o
[1] https://twitter.com/tgates85/status/1526584870365024258
[1] https://www.ebay.com/itm/284819152983?hash=item42508b6057%3Ag%3AHcYAAOSwJZpihGOL&mkevt=1&mkcid=1&mkrid=711-53200-19255-0&campid=5338747434&customid=&toolid=10049&utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/broadcasts/1MnxnkNDVVwKO
[1] https://www.nme.com/news/music/watch-adorable-mascots-rock-out-onstage-during-foo-fighters-set-3052884?utm_source=rss&utm_medium=rss&utm_campaign=watch-adorable-mascots-rock-out-onstage-during-foo-fighters-set
[1] https://www.youtube.com/watch?v=YYycxfJVcdk&

[1] https://www.salesforce.com/blog/dreamforce-sustainable-development-goals?bc=HA
[1] https://twinybots.ch/

Top URLs in Tweet in G6:
[1] https://www.eventbrite.com/e/df18-newbie-reunion-breakfast-tickets-47624554324

Top URLs in Tweet in G8:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=276316

Top URLs in Tweet in G9:
[2] https://www.tableau.com/events/conference
[1] https://www.salesforce.com/news/press-releases/2022/02/01/safety-cloud/?bc=HA
[1] https://twitter.com/i/broadcasts/1kvJpAEeRmkxE
[1] https://twitter.com/i/broadcasts/1kvJpAEOVqXxE
[1] https://twitter.com/SalesforceNews/status/1491053357666291718?s=20&t=3yOe3YGF_He_EMQzQWzFeA

Top URLs in Tweet in G10:
[1] https://twitter.com/TweetsByStacey/status/1528781686015664128

Top Domains
Top Domains in Tweet in Entire Graph:
[15] bebee.com
[11] twitter.com
[8] radian6.com
[5] tableau.com
[4] salesforce.com
[3] sforce.co
[2] youtube.com
[2] massblog.xyz
[1] metal-archives.com
[1] thriving.it

Top Domains in Tweet in G1:
[3] sforce.co
[1] salesforce.com
[1] radian6.com
[1] twitter.com

Top Domains in Tweet in G2:
[7] radian6.com
[3] tableau.com
[2] twitter.com
[1] ownbackup.com
[1] deloittedigital.com

Top Domains in Tweet in G3:
[7] bebee.com
[2] salesforce.com
[2] twitter.com
[2] massblog.xyz
[2] youtube.com
[1] ebay.com
[1] nme.com
[1] twinybots.ch
[1] thriving.it
[1] photoeditorph.com

Top Domains in Tweet in G6:
[1] eventbrite.com

Top Domains in Tweet in G8:
[1] nodexlgraphgallery.org

Top Domains in Tweet in G9:
[3] twitter.com
[2] tableau.com
[1] salesforce.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[14] data22
[9] cnx22
[8] marketing
[8] contentmarketing
[7] dreamforce
[7] tdx22
[5] motiharimeetup
[5] trailblazercommunity
[5] trailhead
[5] sfdg22



Top Hashtags in Tweet in G1:
[2] cnx22
[2] wef22
[2] aapihm
[2] lifewithgoldie
[2] df21
[1] yesfilter
[1] data22
[1] saleforce
[1] salesforceadmin
[1] trailblazingwomen

Top Hashtags in Tweet in G2:
[7] cnx22
[6] tdx22
[5] data22
[2] hm22
[1] marketingmoments
[1] yesfilter
[1] ironviz
[1] rt
[1] awesomeadmins
[1] gratitude

Top Hashtags in Tweet in G3:
[5] dreamforce
[4] contentmarketing
[4] marketing
[1] toys
[1] ad
[1] tc22
[1] data22
[1] salesforce
[1] ux
[1] youtube

Top Hashtags in Tweet in G6:
[2] df18bacon

Top Hashtags in Tweet in G7:
[5] motiharimeetup
[5] trailblazercommunity
[5] trailhead
[5] sfdg22

Top Hashtags in Tweet in G8:
[1] dreamforce
[1] aml
[1] tdx22
[1] salesforcetour
[1] salesforce

Top Hashtags in Tweet in G9:
[7] data22
[1] ironviz
[1] dreamforce

Top Hashtags in Tweet in G10:
[1] dreamin
[1] df22

Top Words
Top Words in Tweet in Entire Graph:
[107] dreamforce
[50] salesforce
[21] tableau
[19] sessions
[18] people
[17] understand
[15] two
[15] 2017
[15] help
[15] company

Top Words in Tweet in G1:
[14] salesforce
[14] dreamforce
[10] salesforceadmns
[7] salesforcejobs
[5] salesforcedevs
[4] trailhead
[4] survivormoda
[4] sftonyn
[4] slalom
[4] sfdckokua

Top Words in Tweet in G2:
[20] dreamforce
[13] salesforce
[12] join
[10] tableau
[10] experts
[8] cloudgalacticos
[7] thank
[7] #cnx22
[7] conference
[6] #tdx22

Top Words in Tweet in G3:
[25] dreamforce
[9] sessions
[7] two
[7] 2017
[7] help
[7] company
[7] understand
[7] buy
[6] people
[5] #dreamforce

Top Words in Tweet in G4:
[5] salesforce
[5] dreamforce
[4] salesforceorg
[4] benioff
[3] spacex
[3] elonmusk
[3] tesla
[3] oracle
[3] salesforcedevs
[3] ucsfbenioffoak

Top Words in Tweet in G5:
[3] londonbreed
[2] dreamforce
[2] sftru
[2] metrobytmobile
[2] mobile
[2] app
[2] longer
[2] working
[2] interrupted
[2] folsom

Top Words in Tweet in G6:
[3] dreamforce
[3] better
[2] ericdresh
[2] year
[2] bacon
[2] friends
[2] join
[2] df_bacon_bfast
[2] #df18bacon
[2] newbie

Top Words in Tweet in G7:
[5] adiofficial07
[5] few
[5] hours
[5] tomorrow
[5] event
[5] trailblazer
[5] dx
[5] #motiharimeetup
[5] #trailblazercommunity
[5] #trailhead

Top Words in Tweet in G8:
[5] dreamforce
[3] salesforce
[2] speak
[2] ba
[2] cert
[2] going
[2] come
[2] soon
[2] ish
[2] need

Top Words in Tweet in G9:
[8] tableau
[7] #data22
[4] dreamforce
[4] conference
[3] more
[3] data
[3] year
[2] beginning
[2] cases
[2] 206andrew

Top Words in Tweet in G10:
[7] dreamforce
[6] catptains_log
[6] melissahilldees
[3] sedreamin
[3] witnesssuccess
[2] hope
[2] catch
[2] present
[2] ll
[2] heart

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15] two,sessions
[15] sessions,dreamforce
[15] dreamforce,2017
[15] 2017,help
[15] help,company
[14] company,understand
[14] understand,people
[14] people,buy
[10] tableau,conference
[8] dreamforce,salesforce

Top Word Pairs in Tweet in G1:
[6] dreamforce,salesforce
[4] salesforce,salesforceadmns
[4] salesforceadmns,salesforcejobs
[4] sftonyn,salesforceadmns
[4] salesforceadmns,slalom
[4] sfdckokua,salesforcedevs
[4] salesforcedevs,salesforce
[3] amara_tutu,dreamforce
[3] survivormoda,dreamforce
[3] dreamforce,sftonyn

Top Word Pairs in Tweet in G2:
[8] dreamforce,cloudgalacticos
[5] tableau,conference
[5] experts,agree
[5] agree,go
[5] go,connections
[5] connections,experts
[5] experts,mean
[5] mean,carolynbathauer
[5] carolynbathauer,winnie
[5] winnie,whether

Top Word Pairs in Tweet in G3:
[7] two,sessions
[7] sessions,dreamforce
[7] dreamforce,2017
[7] 2017,help
[7] help,company
[6] company,understand
[6] understand,people
[6] people,buy
[3] buy,#contentmarketing
[3] buy,#marketing

Top Word Pairs in Tweet in G4:
[4] salesforceorg,dreamforce
[3] spacex,elonmusk
[3] elonmusk,tesla
[3] oracle,salesforce
[3] salesforce,salesforceorg
[3] dreamforce,salesforcedevs
[3] salesforcedevs,benioff
[3] benioff,ucsfbenioffoak
[2] ucsfbenioffoak,cdcgov
[2] tesla,oracle

Top Word Pairs in Tweet in G5:
[2] londonbreed,dreamforce
[2] dreamforce,sftru
[2] sftru,metrobytmobile
[2] metrobytmobile,mobile
[2] mobile,app
[2] app,longer
[2] longer,working
[2] working,interrupted
[2] interrupted,folsom
[2] folsom,street

Top Word Pairs in Tweet in G6:
[2] bacon,friends
[2] friends,dreamforce
[2] dreamforce,better
[2] better,join
[2] join,df_bacon_bfast
[2] df_bacon_bfast,#df18bacon
[2] #df18bacon,newbie
[2] newbie,reunion
[2] reunion,breakfast

Top Word Pairs in Tweet in G7:
[5] few,hours
[5] hours,tomorrow
[5] tomorrow,event
[5] event,trailblazer
[5] trailblazer,dx
[5] dx,#motiharimeetup
[5] #motiharimeetup,#trailblazercommunity
[5] #trailblazercommunity,#trailhead
[5] #trailhead,#sfdg22
[4] adiofficial07,few

Top Word Pairs in Tweet in G8:
[2] speak,dreamforce
[2] dreamforce,salesforce
[2] salesforce,ba
[2] ba,cert
[2] cert,going
[2] going,come
[2] come,soon
[2] soon,ish
[2] ish,need
[2] need,front

Top Word Pairs in Tweet in G9:
[4] tableau,conference
[2] thevizardofahs,abmakulec
[2] conference,#data22

Top Word Pairs in Tweet in G10:
[4] catptains_log,dreamforce
[3] melissahilldees,catptains_log
[3] sedreamin,witnesssuccess
[2] melissahilldees,dreamforce
[2] dreamforce,sedreamin

Top Replied-To
Top Replied-To in Entire Graph:
@catptains_log
@survivormoda
@melissahilldees
@andersoncooper
@amara_tutu
@salesforceuk
@adiofficial07
@tylerzika
@salesforce
@londonbreed

Top Replied-To in G1:
@survivormoda
@amara_tutu
@sfdavemass
@salesforceadmns
@iqurattariq
@kavindrapatel

Top Replied-To in G2:
@salesforceuk
@salesforcedani
@thisismarkjones

Top Replied-To in G4:
@andersoncooper
@salesforce
@spacex

Top Replied-To in G5:
@londonbreed

Top Replied-To in G6:
@ericdresh

Top Replied-To in G7:
@adiofficial07

Top Replied-To in G8:
@mehansen82

Top Replied-To in G9:
@206andrew
@databiscuits
@robertjanezic

Top Replied-To in G10:
@catptains_log
@melissahilldees
@diminom
@tweetsbystacey

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@salesforcedevs
@tableau
@salesforceadmns
@salesforcejobs
@cloudgalacticos
@salesforceorg
@carolynbathauer
@adiofficial07

Top Mentioned in G1:
@dreamforce
@salesforce
@salesforceadmns
@salesforcejobs
@salesforcedevs
@trailhead
@sftonyn
@slalom
@sfdckokua
@dvdkliu

Top Mentioned in G2:
@dreamforce
@cloudgalacticos
@tableau
@salesforce
@carolynbathauer
@salesforceuk
@copadosolutions
@deloittedigital
@julietteforce
@salesforceadmns

Top Mentioned in G4:
@dreamforce
@salesforceorg
@benioff
@elonmusk
@tesla
@oracle
@salesforce
@salesforcedevs
@ucsfbenioffoak
@joerogan

Top Mentioned in G5:
@dreamforce
@sftru
@it
@metrobytmobile
@t
@djmagicdsfhinrg
@londonbreed
@dollyparton
@countrymusichof
@sfpd

Top Mentioned in G6:
@dreamforce
@df_bacon_bfast
@clear
@tsa
@denairport
@americanair
@dfwairport
@flyevv
@drewcpu
@projectnightx2

Top Mentioned in G7:
@adiofficial07
@dreamforce
@salesforcedevs
@madhusudan_2002
@imvedp
@goldie_sharma6
@kanuls2
@omprakash_it

Top Mentioned in G8:
@rlvanessagrant
@jeanettejett
@dreamforce
@foreveroakland
@salesforce
@patmcclellan__c
@webexevents
@salesforcedevs
@lipstickandtech
@langstonjessica

Top Mentioned in G9:
@tableau
@thevizardofahs
@abmakulec
@206andrew

Top Mentioned in G10:
@dreamforce
@melissahilldees
@catptains_log
@sedreamin
@witnesssuccess
@diminom

Top Tweeters
Top Tweeters in Entire Graph:
@ma_updates
@americanair
@linda_u_w_a
@dominos
@situationalcomm
@pubnblogll
@nazmulmarketer1
@paulcroubalian
@drgarysharpe
@dogetalist

Top Tweeters in G1:
@salesforce
@kavindrapatel
@crocs
@trailhead
@tristanlombard2
@survivormoda
@appexchange
@salesforcesmb
@mulesoft
@lipstickandtech

Top Tweeters in G2:
@marketingcloud
@edgar_villegas
@cherfeldman
@akash_sfdc
@dreamforce
@websummit
@mpungu17
@aicas_iot
@marissalk85
@salesforceuk

Top Tweeters in G3:
@ma_updates
@situationalcomm
@nazmulmarketer1
@paulcroubalian
@drgarysharpe
@dogetalist
@brandgrowthhack
@mass_blog_
@rocksmallbiz
@georgew01735467

Top Tweeters in G4:
@dominos
@jimcramer
@who
@joerogan
@benioff
@cdcgov
@jack
@salesforceorg
@oracle
@andersoncooper

Top Tweeters in G5:
@americanidol
@metrobytmobile
@raindegrey
@yokoono
@countrymusichof
@t
@sfpd
@sfgov
@londonbreed
@djmagicdsfhinrg

Top Tweeters in G6:
@americanair
@dfwairport
@ericdresh
@denairport
@clear
@tsa
@projectnightx2
@flyevv
@mravagna
@drewcpu

Top Tweeters in G7:
@salesforcedevs
@omprakash_it
@tedb75
@motiharisfdg
@imvedp
@kanuls2
@madhusudan_2002
@goldie_sharma6
@adiofficial07

Top Tweeters in G8:
@brett_harper__c
@this0499154500
@mbaizman
@jeanettejett
@mehansen82
@langstonjessica
@rlvanessagrant
@patmcclellan__c
@webexevents

Top Tweeters in G9:
@tableau
@abmakulec
@206andrew
@adammico1
@_gringuinho_
@thevizardofahs
@robertjanezic
@databiscuits

Top Tweeters in G10:
@melissahilldees
@tweetsbystacey
@witnesssuccess
@diminom
@sedreamin
@khiladikalinga
@catptains_log